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Wentao Wan

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#artificial intelligence Preprint Sep 2026

Do Dynamic Routers Need Memory? HeRo: History-Aware Routing for Efficient LLM Inference

History-Aware Routing is proposed, a dynamic routing framework that resolves this mismatch by introducing a router memory mechanism to maintain an explicit routing state across model depth, validating that explicit routing memory enables more accurate and adaptive dynamic routing than solely conditioning on hidden stat...

Hong-Jin Lin, Wentao Wan, Ke-Ze Wang · 0 citations

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